Skip to main content
Glama
115,336 servers. Updated
20 Best Browser Automation MCP Servers: compared and ranked, November 2026Ranked from 5,034 matching servers on stars, growth, downloads and maintenance. Updated .

Matching MCP tools:

Matching MCP Connectors:

"Browser Automation Tools" matching MCP servers:

GET /v1/servers – MCP directory API reference
  • A
    license
    A
    quality
    B
    maintenance
    Educational tools agent by Birkan Yavuz — an A2A + MCP server for classroom tools, with creator attribution in every result. It offers a catalog of 24 real classroom activities, including math visualizers and reading and sight-word tools.
    4
    CC BY-4.0
  • A
    license
    A
    quality
    A
    maintenance
    Official MCP server for Safe Mind, the German platform for the legally required psychological risk assessment (Gefährdungsbeurteilung psychischer Belastung). 12 tools: account onboarding, departments and locations, survey drafts, and anonymity-protected aggregated analytics that never return groups below the minimum size.
    12
    MIT
  • F
    license
    A
    quality
    B
    maintenance
    Enables ONDC compliance automation by providing tools for managing sessions, flows, records, and forms. Supports stateless, horizontally scalable MCP over stdio and Streamable HTTP.
    21
    -
  • A
    license
    A
    quality
    D
    maintenance
    TypeScript implementation of an MCP server that provides tools for web crawling, content extraction, and browser automation, enabling AI systems to access and process web content through 15 specialized tools.
    13
    14 npm
    13
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Local, read-only MCP tools for B2B outreach: French telemarketing consent validity (décret 2026-662), GDPR gap report for customer service outsourced outside the EU, cost per kept meeting by lead source, and least-cost capable model selection.
    4
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    MCP server that exposes tools to route natural language queries to typed IDs, describe catalog entries, and list repository verification commands for the m-dev-tools organization.
    3
    1
    AGPL 3.0
  • A
    license
    A
    quality
    D
    maintenance
    Enables generating JSON Schema from sample data, generating TypeScript types, validating data against schemas, creating mock data from schemas, and comparing schemas for differences.
    5
    33 npm
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables browser automation and web data extraction through MCP tools, including Markdown reading, screenshots, structured data extraction, page inspection, and allowlisted site crawling.
    10
    61 npm
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables AI assistants to search a curated database of 200+ AI tool cards with pricing, platforms, use cases, and source links, so users can ask which tool to use for a task and get grounded recommendations.
    1
    14 npm
    1
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    MCP server providing npm registry search, package details, dependency auditing, bundle size estimation, and package comparison tools for AI agents.
    5
    29 npm
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    An MCP server that gives an AI assistant a set of real mechanical-engineering tools. Provides deterministic tools like material properties, beam analysis, unit conversion, and curve fitting for engineering calculations.
    5
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Provides actionable financial intelligence tools for AI agents including insider buying signals, earnings IV plays, market pulse, stock analysis, and options strategies via free public data sources.
    6
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Provides read-only, governance-audited operations for OLVM and oVirt 4.5 engines, enabling inventory, health, capacity, and diagnosis queries over MCP and CLI with audit logging and budget guards.
    18
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Enables color conversion between HEX/RGB/HSL/HSV/CMYK, palette generation, WCAG contrast checking, color mixing/adjustment, and CSS gradient creation for AI agents.
    5
    40 npm
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    A lightweight MCP server providing common utility tools such as unit conversion, password generation, date calculation, hashing, Base64 encoding/decoding, UUID generation, text case conversion, and text statistics, with no external dependencies.
    8
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    MCP data connector for Jazz v2 alpha servers, providing schema discovery and query/read tools with optional mutation capabilities for application data.
    9
    MIT
  • A
    license
    A
    quality
    F
    maintenance
    Search and resolve MCP server packages on the mpak registry, enabling agents to discover servers, inspect tools, and check credential requirements before installation.
    2
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables connecting to Shopify and Meta Ads through MCP tools to retrieve orders, revenue, COGS, and ad-performance metrics, and to generate a combined daily P&L and ad-performance spreadsheet.
    2
    MIT